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Новая профессия в IT: «чистильщик кода» после ИИ. Как она появилась и что из себя представляет

В последние годы искусственный интеллект стал активно применяться в разработке программного обеспечения. И тому есть причина, ведь теперь любой специалист может набросать запрос своими словами — и вот вам готовый фрагмент на Python или JavaScript. Звучит заманчиво, особенно когда дедлайны горят. Но реальность добавляет ложку дегтя: такой материал часто требует тщательной шлифовки.

Баги, избыточные конструкции, риски в безопасности — все это превращает «быстрое решение» в головную боль для своего создателя. Именно здесь на сцену выходит «чистильщик кода» — эксперт, который берет сырой вывод нейросети и доводит его до ума.

Давайте разберем, почему такая специализация набирает обороты, сколько усилий уходит на доработку ИИ-продуктов и что ждет эту нишу в ближайшем будущем.

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От вайб-кодинга к необходимости в уборке

Массовое внедрение инструментов вроде GitHub Copilot или Claude привело к тому, что программисты все чаще полагаются на автоматизированные помощники для рутинных задач. Вы описываете проблему — скажем, «создай REST API для управления пользователями с аутентификацией» — и получаете основу. По оценкам специалистов, в 2025 году ИИ генерирует уже 41% всего кода в проектах. В прошлом году его объем достиг 256 миллиардов строк. Но вот проблема — результаты работы ИИ далеко не всегда идеальны. Скорее, наоборот. Ведь нейросети черпают знания из огромных датасетов, но не во всех задачах учитывают специфику вашего стека технологий или бизнес-логику. В итоге выходит нечто работающее, но с «костылями» и «шероховатостями»: неоптимальные алгоритмы, дублирующиеся блоки или даже устаревшие зависимости.

Возьмем пример из практики. Веб-разработчица с 15-летним опытом Карла Ровер (Carla Rover) решила ускорить работу над моделью машинного обучения для торговой платформы, обратившись к ИИ. Сгенерированный код при проверке оказался проблемным: некорректные импорты, потеря данных в пайплайне. «Это хуже, чем нянчиться с ребенком, — рассказывает она. — Ошибки проявляются в самых неожиданных местах». В итоге проект пришлось полностью перестраивать.

Такие истории не редкость. Исследование Fastly этого года подтверждает: не менее 95% специалистов тратят дополнительные часы на правки после генерации. А старшие инженеры, как отмечает ветеран Феридун Малекзаде (Feridoon Malekzadeh) с 20-летним опытом, отдают на это 30–40% рабочего дня. Он сравнивает процесс с наймом «упрямого подростка»: инструмент делает часть дела, но добавляет лишнего и ломает существующее.

Почему это происходит? Генеративные модели по сути предсказывают наиболее вероятные шаблоны кода. Они опираются на данные, но не учитывают нюансы — например, редкие сценарии работы или интеграцию со старыми системами. В результате программа может запускаться в тестовой среде, но давать сбои в продакшне. Добавим сюда вопросы безопасности: по разным исследованиям, значительная часть сгенерированного кода содержит уязвимости, если не проверять его инструментами вроде SonarQube или Snyk. К примеру, модель может вставить жестко прописанные ключи или пропустить проверку входных данных, оставляя систему открытой для атак. Поэтому и появляется новая роль специалиста, который не просто просматривает код, а доводит его до рабочего состояния: повышает производительность, делает его понятным и закрывает потенциальные дыры.

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Эта эволюция напоминает появление DevOps-инженеров, которые возникли как ответ на массовый переход в облако. Сейчас с ИИ-разработкой мы наблюдаем похожий процесс: в LinkedIn и на Reddit уже появляются новые должности вроде AI Code Cleaner. В соцсетях над этим шутят — «сеньоры 2025 чистят за ИИ, джуны 2028 чистят за сеньорами». Но в реальности новые профессии уже есть, и это направление постепенно развивается.

В Google, например, около четверти кода создается ИИ, но каждый фрагмент проходит ручную проверку. В стартапах, где важна скорость, это распределяет роли: младшие разработчики сосредоточены на новых идеях, а опытные инженеры — на доведении качества. Так ИИ не вытесняет специалистов, а меняет их задачи, усиливая значение экспертизы.

Практика чистки: от багов к оптимизации и дальше

На деле "чистильщик" — не уборщик в прямом смысле, а скорее хирург кода. Его арсенал включает аудит логики, рефакторинг и интеграцию лучших практик.

Начнем с ошибок. Не так давно исследователи показали, что код, создаваемый нейросетями, часто получается неэффективным. Модели склонны предлагать самые прямолинейные решения, игнорируя оптимизацию и архитектурные приемы. В результате разработчику приходится дорабатывать такие фрагменты — переписывать алгоритмы, упрощать структуру и приводить их к уровню, пригодному для поддержки в реальных проектах.

Читаемость — отдельная проблема. LLM выдают код, но у него много узких мест: длинные функции, множество вложенных условий, повторяющиеся конструкции. Все это формально работает, но поддерживать его трудно. Здесь на помощь приходят привычные практики «чистого кода»: короткие методы, разделение ответственности, единый стиль оформления.

Безопасность — отдельная боль. Основные угрозы хорошо описаны в списке OWASP Top 10: это XSS, CSRF и разные виды инъекций. Автоматические анализаторы находят часть проблем, но полностью полагаться на них нельзя — нужен опытный человек, который заметит уязвимости в контексте проекта. В сообществе появились сервисы «клинкодеров»: они берут сгенерированный ИИ-код, прогоняют его через сканеры и дорабатывают. Часто приходится убирать и банальный мусор: неиспользуемые переменные, лишние импорты, раздутые зависимости.

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Интересно, что исследования показывают неоднозначный эффект. Результаты противоречивы. В одном эксперименте с опытными open-source-разработчиками оказалось, что ИИ замедляет работу примерно на 19%: время на ревью и исправления перекрывает выгоду от генерации. Похожая картина и в опросе Stack Overflow Survey 2025: 66% специалистов признаются, что тратят больше времени на доведение «почти правильного» кода до рабочего состояния. Тем не менее полностью отрицать пользу нельзя: если учитывать не только написание кода, но и тесты с документацией, «выигрыш» составляет 30–60%. Крупные компании вроде Meta и Anthropic решают проблему так: строят пайплайны, где генерация и проверка идут параллельно. Машина предлагает варианты, а человек тут же отбраковывает лишнее и исправляет ошибки. Такой гибридный подход снижает издержки и оставляет экспертизу за разработчиками.

Что в итоге? Спрос на специалистов по «очистке» кода формируется весьма активно: появляются вакансии, обсуждения в профессиональных сообществах и отдельные сервисы, которые берут на себя постобработку результатов ИИ. За мемами и шутеечками в соцсетях стоит реальная тенденция: генеративные модели ускоряют выполнение рутинных задач, но без контроля человека не обойтись.

По сути роль разработчика смещается: меньше времени уходит на ручное написание кода и больше — на проверку архитектуры, поиск уязвимостей, оптимизацию и обеспечение соответствия бизнес-логике. Это не замещение разработчиков ИИ, а, скорее, перераспределение акцентов. Пишите в комментариях, что вы об этом думаете.

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    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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